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FFT add simple median filter
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@@ -0,0 +1,91 @@
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/****************************************************************************
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*
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* Copyright (C) 2020 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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* are met:
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*
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* 1. Redistributions of source code must retain the above copyright
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* notice, this list of conditions and the following disclaimer.
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* 2. Redistributions in binary form must reproduce the above copyright
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* notice, this list of conditions and the following disclaimer in
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* the documentation and/or other materials provided with the
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* distribution.
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* 3. Neither the name PX4 nor the names of its contributors may be
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* used to endorse or promote products derived from this software
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* without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
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* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
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* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
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* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
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* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
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* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
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* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
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* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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* POSSIBILITY OF SUCH DAMAGE.
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*
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****************************************************************************/
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/*
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* @file MedianFilter.hpp
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*
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* @brief Implementation of a median filter with C qsort.
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*
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*/
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#pragma once
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#include <stdio.h>
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#include <stdlib.h>
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#include <string.h>
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namespace math
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{
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template<typename T, int WINDOW = 3>
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class MedianFilter
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{
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public:
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static_assert(WINDOW >= 3, "MedianFilter window size must be >= 3");
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static_assert(WINDOW % 2, "MedianFilter window size must be odd"); // odd
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MedianFilter() = default;
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void insert(const T &sample)
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{
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_head = (_head + 1) % WINDOW;
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_buffer[_head] = sample;
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}
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T median()
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{
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T sorted[WINDOW];
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memcpy(sorted, _buffer, sizeof(_buffer));
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qsort(&sorted, WINDOW, sizeof(T), cmp);
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return sorted[WINDOW / 2];
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}
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T apply(const T &sample)
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{
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insert(sample);
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return median();
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}
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private:
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static int cmp(const void *a, const void *b)
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{
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return (*(T *)a >= *(T *)b) ? 1 : -1;
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}
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T _buffer[WINDOW] {};
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uint8_t _head{0};
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};
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} // namespace math
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@@ -0,0 +1,93 @@
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/****************************************************************************
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*
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* Copyright (C) 2020 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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* are met:
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*
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* 1. Redistributions of source code must retain the above copyright
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* notice, this list of conditions and the following disclaimer.
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* 2. Redistributions in binary form must reproduce the above copyright
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* notice, this list of conditions and the following disclaimer in
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* the documentation and/or other materials provided with the
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* distribution.
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* 3. Neither the name PX4 nor the names of its contributors may be
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* used to endorse or promote products derived from this software
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* without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
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* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
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* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
|
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* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
|
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
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* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
|
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* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
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* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
|
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* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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* POSSIBILITY OF SUCH DAMAGE.
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*
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****************************************************************************/
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/**
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* Test code for the Median filter
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* Run this test only using make tests TESTFILTER=MedianFilter
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*/
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#include <gtest/gtest.h>
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#include <matrix/matrix/math.hpp>
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#include <mathlib/mathlib.h>
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#include "MedianFilter.hpp"
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using namespace math;
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using matrix::Vector3f;
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class MedianFilterTest : public ::testing::Test
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{
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public:
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};
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TEST_F(MedianFilterTest, test3f_simple)
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{
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MedianFilter<float, 3> median_filter3;
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for (int i = 0; i < 3; i++) {
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median_filter3.insert(i);
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}
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EXPECT_EQ(median_filter3.median(), 1); // 0, 1, 2
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}
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TEST_F(MedianFilterTest, test3f_100)
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{
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MedianFilter<float, 3> median_filter3;
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for (int i = 0; i < 100; i++) {
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EXPECT_EQ(median_filter3.apply(i), max(0, i - 1));
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}
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}
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TEST_F(MedianFilterTest, test5u_simple)
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{
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MedianFilter<uint16_t, 5> median_filter5;
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for (int i = 0; i < 5; i++) {
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median_filter5.insert(i);
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}
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EXPECT_EQ(median_filter5.median(), 2); // 0, 1, 2, 4, 5
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}
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TEST_F(MedianFilterTest, test5i_100)
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{
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MedianFilter<uint16_t, 5> median_filter5;
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for (int i = 0; i < 100; i++) {
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EXPECT_EQ(median_filter5.apply(i), max(0, i - 2));
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}
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}
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